Our work employs mass spectrometry to perform molecular phenotyping of individuals in response to disease or environmental stressors. These efforts are combined with integrative modeling to identify biochemical pathways associated with specific disease sub-phenotypes towards the twin goals of understanding the etiology of disease processes and identifying markers of the onset as well as resolution of system-based stress.